A Go toolkit for building AI agents and applications across multiple providers. Unified LLM client, agent framework with handoffs, tool calling, streaming, structured output, MCP integration, and cost tracking.
jrussellsmyth/joakim-ai holds a health index of 28 out of 100, placing it in the At Risk band. It scores highest on AI Readiness (76/100) and lowest on Community & Adoption (12/100). It was last updated 45 days ago. A single contributor accounts for most of its recent work.
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
The weighted overall 34 is calibrated to 28 on the published index scale (record calibration 2026-08-02).
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| Go | github.com/joakimcarlsson/ai/fimpoints to another repo — not scored | v0.3.0 | - | 7 | 29 days ago |
| Go | github.com/joakimcarlsson/ai/llmpoints to another repo — not scored | v0.6.0 | - | 13 | 29 days ago |
| Go | github.com/joakimcarlsson/ai/sttpoints to another repo — not scored | v0.3.0 | - | 8 | 29 days ago |
| Go | github.com/joakimcarlsson/ai/ttspoints to another repo — not scored | v0.3.0 | - | 8 | 29 days ago |
| Go | github.com/joakimcarlsson/ai/toolpoints to another repo — not scored | v0.1.3 | - | 4 | 29 days ago |
| Go | github.com/joakimcarlsson/ai/agentpoints to another repo — not scored | v0.5.3 | - | 15 | 29 days ago |
| Go | github.com/joakimcarlsson/ai/batchpoints to another repo — not scored | v0.1.9 | - | 10 | 29 days ago |
| Go | github.com/joakimcarlsson/ai/imagepoints to another repo — not scored | v0.3.0 | - | 7 | 29 days ago |
| Go | github.com/joakimcarlsson/ai/image/xaipoints to another repo — not scored | v0.3.1 | - | 9 | 5 days ago |
| Go | github.com/joakimcarlsson/ai/llm/azurepoints to another repo — not scored | v0.9.0 | - | 18 | 5 days ago |
| Go | github.com/joakimcarlsson/ai/cmd/llmstxtpoints to another repo — not scored | v0.1.1 | - | 2 | 29 days ago |
| Go | github.com/joakimcarlsson/ai/fim/mistralpoints to another repo — not scored | v0.2.0 | - | 7 | 29 days ago |
| Go | github.com/joakimcarlsson/ai/image/azurepoints to another repo — not scored | v0.4.0 | - | 6 | 5 days ago |
| Go | github.com/joakimcarlsson/ai/batch/geminipoints to another repo — not scored | v0.2.0 | - | 13 | 29 days ago |
| Go | github.com/joakimcarlsson/ai/batch/openaipoints to another repo — not scored | v0.2.0 | - | 10 | 29 days ago |
| Go | github.com/joakimcarlsson/ai/fim/deepseekpoints to another repo — not scored | v0.2.0 | - | 7 | 29 days ago |
Is the project alive — is code being written and are releases shipping?
| 18/36 | Push recency — last push 45 days ago |
| 24.9/36 | Commit cadence — 36/52 weeks with commits |
| 18/18 | Commit volume — 249 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| commits_last_year | 249 |
| human_commit_share | 1 |
| days_since_last_push | 45 |
| active_weeks_last_year | 36 |
| 0/27 | Ships releases — no releases published |
| 0/36 | Release recency — no releases |
| 0/27 | Release cadence — no releases |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
| releases_count | 0 |
Does the project have users, downloads, attention, and a welcoming setup for contributors?
| 0/60 | Stars — 0 stars |
| 0/25 | Forks — 0 forks |
| 0/15 | Watchers — 0 watchers |
| forks | 0 |
| stars | 0 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 0/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
| has_readme | no |
| has_license | no |
| readme_badges | 3 |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| readme_badge_services | github.com, shields.io |
| has_pull_request_template | no |
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 1.3/22.5 | Commit distribution — top contributor authored 94% of commits |
| 5.4/13.5 | Contributor breadth — 4 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| bus_factor | 1 |
| contributors_sampled | 4 |
| top_contributor_share | 0.941 |
| 0/42 | Issue resolution — no issues or no data |
| 0/30 | PR acceptance — 0/3 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| merged_prs | 0 |
| open_issues | 0 |
| closed_issues | 0 |
| prs_merged_7d | 0 |
| prs_decided_7d | 0 |
| prs_merged_30d | 0 |
| prs_decided_30d | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 3 |
| first_time_authors_30d | 0 |
| first_time_prs_merged_30d | 0 |
| first_time_prs_decided_30d | 0 |
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 5.6/25 | Owner reach — 5 followers of jrussellsmyth |
| 25/25 | Track record — 60 public repos, account ~13 yr old |
| followers | 5 |
| owner_type | User |
| is_verified | — |
| owner_login | jrussellsmyth |
| public_repos | 60 |
| account_age_days | 5,023 |
Are baseline engineering and documentation practices in place?
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — .golangci.yml |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | no |
| 0/30 | README |
| 0/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 0/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
| topics | — |
| has_wiki | yes |
| homepage | — |
| docs_site | — |
| has_readme | no |
| has_docs_dir | no |
| has_description | no |
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — no data |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 33 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 3.1 |
How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 15/15 | Machine-readable docs (llms.txt) — llms.txt served by the project website (https://joakimcarlsson.github.io/ai/llms.txt) |
| 40/40 | Legible commit history — 93 of 100 human commits state their intent (structured subject or explanatory body) |
| has_llms_txt | yes |
| llms_txt_url | https://joakimcarlsson.github.io/ai/llms.txt |
| legible_history_share | 0.93 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
| 18/18 | One-command bootstrap — Makefile, examples/voice/handoff/Makefile, examples/voice/memory/Makefile, examples/voice/toolsets/Makefile, examples/voice/web/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — .golangci.yml |
| 11/11 | Static type checking — examples/voice/handoff/ui/tsconfig.json, examples/voice/memory/ui/tsconfig.json, examples/voice/toolsets/ui/tsconfig.json, examples/voice/web/ui/tsconfig.json |
| 10/10 | Reproducible environment — lockfile |
| 2/10 | Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| has_nix | no |
| has_tests | yes |
| lockfiles | go.sum, package-lock.json |
| has_dockerfile | no |
| typed_language | yes |
| bootstrap_files | Makefile, examples/voice/handoff/Makefile, examples/voice/memory/Makefile, examples/voice/toolsets/Makefile, examples/voice/web/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | examples/voice/handoff/ui/tsconfig.json, examples/voice/memory/ui/tsconfig.json, examples/voice/toolsets/ui/tsconfig.json, examples/voice/web/ui/tsconfig.json |
| agent_commit_share | 0.01 |
| toolchain_manifests | agent/go.mod, batch/anthropic/go.mod, batch/concurrent/go.mod, batch/gemini/go.mod, batch/go.mod, batch/openai/go.mod, cmd/llmstxt/go.mod, embeddings/bedrock/go.mod, embeddings/berget/go.mod, embeddings/cohere/go.mod, embeddings/gemini/go.mod, embeddings/go.mod, embeddings/mistral/go.mod, embeddings/openai/go.mod, embeddings/voyage/go.mod, examples/agent/basic/go.mod, examples/agent/continuation/go.mod, examples/agent/provider-switch/go.mod, examples/batch/concurrent/go.mod, examples/batch/provider-switch/go.mod, examples/embeddings/gemini/go.mod, examples/embeddings/provider-switch/go.mod, examples/embeddings/voyage/go.mod, examples/fim/mistral/go.mod, examples/fim/provider-switch/go.mod, examples/image/azure/go.mod, examples/image/gemini/go.mod, examples/image/provider-switch/go.mod, examples/image/xai/go.mod, examples/llm/anthropic-stream/go.mod, examples/llm/builtin-tools/go.mod, examples/llm/openai-chat/go.mod, examples/llm/openai-compatible/go.mod, examples/llm/options/go.mod, examples/llm/provider-switch/go.mod, examples/llm/stream-structured-output/go.mod, examples/llm/structured-output/go.mod, examples/llm/tool-calling/go.mod, examples/llm/vision-image-url/go.mod, examples/model/pricing/go.mod, examples/prompt/embed-templates/go.mod, examples/rerankers/cohere/go.mod, examples/rerankers/provider-switch/go.mod, examples/stt/deepgram/go.mod, examples/stt/provider-switch/go.mod, examples/tokens/truncate/go.mod, examples/tracing/otel/go.mod, examples/tts/elevenlabs/go.mod, examples/tts/provider-switch/go.mod, examples/voice-pipeline/go.mod, examples/voice/handoff/go.mod, examples/voice/memory/go.mod, examples/voice/toolsets/go.mod, examples/voice/web/go.mod, fim/deepseek/go.mod, fim/go.mod, fim/mistral/go.mod, image/azure/go.mod, image/gemini/go.mod, image/go.mod, image/openai/go.mod, image/xai/go.mod, llm/anthropic/go.mod, llm/azure/go.mod, llm/bedrock/go.mod, llm/berget/go.mod, llm/cerebras/go.mod, llm/deepseek/go.mod, llm/fireworks/go.mod, llm/gemini/go.mod, llm/go.mod, llm/groq/go.mod, llm/mistral/go.mod, llm/ollama/go.mod, llm/openai/go.mod, llm/openrouter/go.mod, llm/perplexity/go.mod, llm/together/go.mod, llm/vertexai/go.mod, llm/xai/go.mod, memory/go.mod, memory/pgvector/go.mod, memory/postgres/go.mod, memory/postgres/tests/go.mod, memory/sqlite/go.mod, memory/sqlite/tests/go.mod, message/go.mod, model/go.mod, prompt/go.mod, rerankers/berget/go.mod, rerankers/cohere/go.mod, rerankers/go.mod, rerankers/voyage/go.mod, schema/go.mod, session/go.mod, stt/assemblyai/go.mod, stt/azure/go.mod, stt/berget/go.mod, stt/deepgram/go.mod, stt/elevenlabs/go.mod, stt/go.mod, stt/google/go.mod, stt/openai/go.mod, tests/go.mod, tokens/go.mod, tokens/sliding/go.mod, tokens/summarize/go.mod, tokens/truncate/go.mod, tool/go.mod, tracing/go.mod, tts/azure/go.mod, tts/deepgram/go.mod, tts/elevenlabs/go.mod, tts/go.mod, tts/google/go.mod, tts/openai/go.mod, types/go.mod, voice/go.mod |
| dependency_bot_commit_share | 0 |
| 45/45 | Type-checkable code — Go (statically typed) |
| 55/55 | Manageable file sizes — 0/354 source files over 60KB |
| primary_language | Go |
| largest_source_bytes | 46,266 |
| source_files_sampled | 354 |
| oversized_source_files | 0 |
| 0/40 | API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples |
| example_dirs | examples |
| has_mcp_signal | yes |
| api_schema_files | — |
| interfaces_expected_of | — |
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| n/a | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | no SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 33 existing vulnerabilities detected |
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| Go | github.com/joakimcarlsson/ai/llm | v0.5.2 | agent/go.mod |
| Go | github.com/joakimcarlsson/ai/memory | v0.2.7 | agent/go.mod |
| Go | github.com/joakimcarlsson/ai/message | v0.5.1 | agent/go.mod |
| Go | github.com/joakimcarlsson/ai/prompt | v0.1.0 | agent/go.mod |
| Go | github.com/joakimcarlsson/ai/session | v0.1.5 | agent/go.mod |
| Go | github.com/joakimcarlsson/ai/tokens | v0.2.6 | agent/go.mod |
| Go | github.com/joakimcarlsson/ai/tool | v0.1.2 | agent/go.mod |
| Go | github.com/joakimcarlsson/ai/tracing | v0.1.1 | agent/go.mod |
| Go | github.com/joakimcarlsson/ai/types | v0.2.0 | agent/go.mod |
| Go | github.com/joakimcarlsson/ai/embeddings | v0.2.4 | batch/go.mod |
| Go | github.com/joakimcarlsson/ai/llm | v0.5.2 | batch/go.mod |
| Go | github.com/joakimcarlsson/ai/message | v0.5.1 | batch/go.mod |
| Go | github.com/joakimcarlsson/ai/tool | v0.1.2 | batch/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | embeddings/go.mod |
| Go | github.com/joakimcarlsson/ai/tracing | v0.1.1 | embeddings/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | fim/go.mod |
| Go | github.com/joakimcarlsson/ai/tracing | v0.1.1 | fim/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | image/go.mod |
| Go | github.com/joakimcarlsson/ai/tracing | v0.1.1 | image/go.mod |
| Go | github.com/joakimcarlsson/ai/message | v0.5.1 | llm/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | llm/go.mod |
| Go | github.com/joakimcarlsson/ai/schema | v0.2.0 | llm/go.mod |
| Go | github.com/joakimcarlsson/ai/tool | v0.1.2 | llm/go.mod |
| Go | github.com/joakimcarlsson/ai/tracing | v0.1.1 | llm/go.mod |
| Go | github.com/joakimcarlsson/ai/types | v0.2.0 | llm/go.mod |
| Go | go.opentelemetry.io/otel | v1.44.0 | llm/go.mod |
| Go | go.opentelemetry.io/otel/trace | v1.44.0 | llm/go.mod |
| Go | github.com/google/uuid | v1.6.0 | memory/go.mod |
| Go | github.com/joakimcarlsson/ai/embeddings | v0.2.4 | memory/go.mod |
| Go | github.com/joakimcarlsson/ai/llm | v0.5.2 | memory/go.mod |
| Go | github.com/joakimcarlsson/ai/message | v0.5.1 | memory/go.mod |
| Go | github.com/joakimcarlsson/ai/tool | v0.1.2 | memory/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | message/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | rerankers/go.mod |
| Go | github.com/joakimcarlsson/ai/tracing | v0.1.1 | rerankers/go.mod |
| Go | github.com/joakimcarlsson/ai/message | v0.5.1 | session/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | stt/go.mod |
| Go | github.com/joakimcarlsson/ai/tracing | v0.1.1 | stt/go.mod |
| Go | github.com/joakimcarlsson/ai/message | v0.5.1 | tokens/go.mod |
| Go | github.com/joakimcarlsson/ai/tool | v0.1.2 | tokens/go.mod |
| Go | github.com/modelcontextprotocol/go-sdk | v1.6.1 | tool/go.mod |
| Go | go.opentelemetry.io/otel | v1.44.0 | tracing/go.mod |
| Go | go.opentelemetry.io/otel/exporters/otlp/otlplog/otlploghttp | v0.20.0 | tracing/go.mod |
| Go | go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp | v1.44.0 | tracing/go.mod |
| Go | go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp | v1.44.0 | tracing/go.mod |
| Go | go.opentelemetry.io/otel/log | v0.20.0 | tracing/go.mod |
| Go | go.opentelemetry.io/otel/metric | v1.44.0 | tracing/go.mod |
| Go | go.opentelemetry.io/otel/sdk | v1.44.0 | tracing/go.mod |
| Go | go.opentelemetry.io/otel/sdk/log | v0.20.0 | tracing/go.mod |
| Go | go.opentelemetry.io/otel/sdk/metric | v1.44.0 | tracing/go.mod |
| Go | go.opentelemetry.io/otel/trace | v1.44.0 | tracing/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | tts/go.mod |
| Go | github.com/joakimcarlsson/ai/tracing | v0.1.1 | tts/go.mod |
| Go | github.com/joakimcarlsson/ai/llm | v0.5.2 | voice/go.mod |
| Go | github.com/joakimcarlsson/ai/memory | v0.2.7 | voice/go.mod |
| Go | github.com/joakimcarlsson/ai/message | v0.5.1 | voice/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | voice/go.mod |
| Go | github.com/joakimcarlsson/ai/schema | v0.2.0 | voice/go.mod |
| Go | github.com/joakimcarlsson/ai/session | v0.1.5 | voice/go.mod |
| Go | github.com/joakimcarlsson/ai/stt | v0.2.4 | voice/go.mod |
| Go | github.com/joakimcarlsson/ai/tokens | v0.2.6 | voice/go.mod |
| Go | github.com/joakimcarlsson/ai/tool | v0.1.2 | voice/go.mod |
| Go | github.com/joakimcarlsson/ai/tts | v0.2.4 | voice/go.mod |
| Go | github.com/joakimcarlsson/ai/types | v0.2.0 | voice/go.mod |
| Go | golang.org/x/sync | v0.21.0 | voice/go.mod |
| Go | github.com/anthropics/anthropic-sdk-go | v1.51.0 | batch/anthropic/go.mod |
| Go | github.com/joakimcarlsson/ai/batch | v0.1.7 | batch/anthropic/go.mod |
| Go | github.com/joakimcarlsson/ai/llm | v0.5.2 | batch/anthropic/go.mod |
| Go | github.com/joakimcarlsson/ai/message | v0.5.1 | batch/anthropic/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | batch/anthropic/go.mod |
| Go | github.com/joakimcarlsson/ai/tool | v0.1.2 | batch/anthropic/go.mod |
| Go | github.com/joakimcarlsson/ai/batch | v0.1.7 | batch/concurrent/go.mod |
| Go | github.com/joakimcarlsson/ai/embeddings | v0.2.4 | batch/concurrent/go.mod |
| Go | github.com/joakimcarlsson/ai/llm | v0.5.2 | batch/concurrent/go.mod |
| Go | github.com/google/uuid | v1.6.0 | batch/gemini/go.mod |
| Go | github.com/joakimcarlsson/ai/batch | v0.1.7 | batch/gemini/go.mod |
| Go | github.com/joakimcarlsson/ai/embeddings | v0.2.4 | batch/gemini/go.mod |
| Go | github.com/joakimcarlsson/ai/llm | v0.5.2 | batch/gemini/go.mod |
| Go | github.com/joakimcarlsson/ai/message | v0.5.1 | batch/gemini/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | batch/gemini/go.mod |
| Go | github.com/joakimcarlsson/ai/tool | v0.1.2 | batch/gemini/go.mod |
| Go | google.golang.org/genai | v1.61.0 | batch/gemini/go.mod |
| Go | github.com/joakimcarlsson/ai/batch | v0.1.7 | batch/openai/go.mod |
| Go | github.com/joakimcarlsson/ai/embeddings | v0.2.4 | batch/openai/go.mod |
| Go | github.com/joakimcarlsson/ai/llm | v0.5.2 | batch/openai/go.mod |
| Go | github.com/joakimcarlsson/ai/message | v0.5.1 | batch/openai/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | batch/openai/go.mod |
| Go | github.com/joakimcarlsson/ai/tool | v0.1.2 | batch/openai/go.mod |
| Go | github.com/openai/openai-go/v3 | v3.41.0 | batch/openai/go.mod |
| Go | gopkg.in/yaml.v3 | v3.0.1 | cmd/llmstxt/go.mod |
| Go | github.com/aws/aws-sdk-go-v2/config | v1.32.25 | embeddings/bedrock/go.mod |
| Go | github.com/aws/aws-sdk-go-v2/service/bedrockruntime | v1.54.0 | embeddings/bedrock/go.mod |
| Go | github.com/joakimcarlsson/ai/embeddings | v0.2.4 | embeddings/bedrock/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | embeddings/bedrock/go.mod |
| Go | github.com/joakimcarlsson/ai/embeddings | v0.2.4 | embeddings/berget/go.mod |
| Go | github.com/joakimcarlsson/ai/embeddings/openai | v0.1.5 | embeddings/berget/go.mod |
| Go | github.com/joakimcarlsson/ai/embeddings | v0.2.4 | embeddings/cohere/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | embeddings/cohere/go.mod |
| Go | github.com/joakimcarlsson/ai/embeddings | v0.2.4 | embeddings/gemini/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | embeddings/gemini/go.mod |
| Go | google.golang.org/genai | v1.61.0 | embeddings/gemini/go.mod |
| Go | github.com/joakimcarlsson/ai/embeddings | v0.2.4 | embeddings/mistral/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | embeddings/mistral/go.mod |
| Go | github.com/joakimcarlsson/ai/embeddings | v0.2.4 | embeddings/openai/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | embeddings/openai/go.mod |
| Go | github.com/openai/openai-go/v3 | v3.41.0 | embeddings/openai/go.mod |
| Go | github.com/joakimcarlsson/ai/embeddings | v0.2.4 | embeddings/voyage/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | embeddings/voyage/go.mod |
| Go | github.com/joakimcarlsson/ai/fim | v0.2.2 | fim/deepseek/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | fim/deepseek/go.mod |
| Go | github.com/joakimcarlsson/ai/fim | v0.2.2 | fim/mistral/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | fim/mistral/go.mod |
| Go | github.com/Azure/azure-sdk-for-go/sdk/azidentity | v1.14.0 | image/azure/go.mod |
| Go | github.com/joakimcarlsson/ai/image | v0.1.4 | image/azure/go.mod |
| Go | github.com/joakimcarlsson/ai/image/openai | v0.2.1 | image/azure/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | image/azure/go.mod |
| Go | github.com/openai/openai-go/v3 | v3.41.0 | image/azure/go.mod |
| Go | github.com/joakimcarlsson/ai/image | v0.1.4 | image/gemini/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | image/gemini/go.mod |
| Go | google.golang.org/genai | v1.61.0 | image/gemini/go.mod |
| Go | github.com/joakimcarlsson/ai/image | v0.1.4 | image/openai/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | image/openai/go.mod |
| Go | github.com/openai/openai-go/v3 | v3.41.0 | image/openai/go.mod |
| Go | github.com/joakimcarlsson/ai/image | v0.1.4 | image/xai/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | image/xai/go.mod |
| Go | github.com/openai/openai-go/v3 | v3.41.0 | image/xai/go.mod |
| Go | github.com/anthropics/anthropic-sdk-go | v1.51.0 | llm/anthropic/go.mod |
| Go | github.com/joakimcarlsson/ai/llm | v0.5.2 | llm/anthropic/go.mod |
| Go | github.com/joakimcarlsson/ai/message | v0.5.1 | llm/anthropic/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | llm/anthropic/go.mod |
| Go | github.com/joakimcarlsson/ai/schema | v0.2.0 | llm/anthropic/go.mod |
| Go | github.com/joakimcarlsson/ai/tool | v0.1.2 | llm/anthropic/go.mod |
| Go | github.com/joakimcarlsson/ai/types | v0.2.0 | llm/anthropic/go.mod |
| Go | github.com/Azure/azure-sdk-for-go/sdk/azidentity | v1.14.0 | llm/azure/go.mod |
| Go | github.com/joakimcarlsson/ai/llm | v0.5.2 | llm/azure/go.mod |
| Go | github.com/joakimcarlsson/ai/llm/openai | v0.4.7 | llm/azure/go.mod |
| Go | github.com/joakimcarlsson/ai/message | v0.5.1 | llm/azure/go.mod |
| Go | github.com/joakimcarlsson/ai/model | v0.7.0 | llm/azure/go.mod |
| Go | github.com/openai/openai-go/v3 | v3.41.0 | llm/azure/go.mod |
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.
Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — Go.