Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-28 09:22 UTC

brightdata / brightdata-mcp

A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.

JavaScriptMIT★ 2,614 stars⑂ 325 forkssince Apr 2025View on GitHub ↗
KindLibraryMCP serverCommand-line toolhow this is determined
#llm#mcp#modelcontextprotocol#scraping#ai-agents#ai-integrations#anti-bot-detection#browser-automation#data-collection#data-extraction#mcp-server#scraping-tools#structured-data#web-crawling#web-data#web-scraping

brightdata/brightdata-mcp holds a health index of 80 out of 100, placing it in the Excellent band. It scores highest on Vitality (87/100) and lowest on Security (45/100). It was last updated 16 days ago. A single contributor accounts for most of its recent work.

80
overall / 100
Excellent

Software health index

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.

80
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

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 68 is calibrated to 80 on the published index scale (record calibration 2026-08-02).

Ownership

Bright DataOrganization · verified domain
222 followers71 public repossince May 2025

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
npm@brightdata/mcp2.11.128,6775431 days agomcpbrightdata

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

87Excellent · 21% of overall

Development activity

79Good
How it's scored
28.8/36Push recency — last push 16 days ago
22.2/36Commit cadence — 32/52 weeks with commits
18/18Commit volume — 167 commits in the last year
10/10OpenSSF Scorecard: Maintained — 21 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year167
human_commit_share1
days_since_last_push16
active_weeks_last_year32

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 12 releases published
36/36Release recency — latest release 31 days ago
27/27Release cadence — a release every ~26.4 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count12
latest_release_tagv2.11.1
releases_from_tagsno
days_since_latest_release31
mean_days_between_releases26.4
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

69Good · 17% of overall

Popularity & adoption

82Excellent
How it's scored
55.4/60Stars — 2,614 stars
20.9/25Forks — 325 forks
5.6/15Watchers — 11 watchers
Inputs used
forks325
stars2,614
watchers11
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

50Moderate
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges3
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

74Good
How it's scored
59.4/80Monthly downloads — 28,677 downloads/month across npm
0/20Registry dependents — not reported by this ecosystem
Inputs used
packages@brightdata/mcp
dependents—
ecosystemsnpm
total_downloads—
monthly_downloads28,677
unverified_packages_excluded—
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

68Good · 23% of overall

Maintainer resilience (bus factor)

36Weak
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
7.6/22.5Commit distribution — top contributor authored 66% of commits
13.5/13.5Contributor breadth — 18 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled18
top_contributor_share0.664

Issue & PR responsiveness

66Good
How it's scored
33.3/42Issue resolution — 79% of issues closed
23.7/30PR acceptance — 64/81 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 1/14 approved changesets -- score normalized to 0
Inputs used
merged_prs64
open_issues11
closed_issues42
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio0.792
closed_unmerged_prs17
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

82Excellent
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
16.9/25Owner reach — 222 followers of brightdata
15.5/25Track record — 71 public repos, account ~1 yr old
Inputs used
followers222
owner_typeOrganization
is_verifiedyes
owner_loginbrightdata
public_repos71
account_age_days462

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on npm
35/35Publish recency — latest publish 31 days ago
20/20Version history — 54 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packages@brightdata/mcp
ecosystemsnpm
any_deprecatedno
min_days_since_publish31

Engineering Quality

Are baseline engineering and documentation practices in place?

67Good · 19% of overall

Engineering practices

68Good
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

65Good
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://brightdata.com/
10/10Repository description
10/10Topics — 16 topics
0/10Wiki
Inputs used
topicsllm, mcp, modelcontextprotocol, scraping, ai-agents, ai-integrations, anti-bot-detection, browser-automation, data-collection, data-extraction, mcp-server, scraping-tools, structured-data, web-crawling, web-data, web-scraping
has_wikino
homepagehttps://brightdata.com/
docs_sitehttps://brightdata.com/
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

45Weak · 16% of overall

Security posture

38Weak
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/14 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 21 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 95 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate3.8
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

73Good
How it's scored
14/35Direct dependencies free of known advisories — 1 affected: @modelcontextprotocol/sdk 1.21.2 (high 7.5)
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
33.7/40No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 268 days ago
Inputs used
sourceosv
advisories3
affected_packages1
assessed_packages237
unassessed_packages0
affected_by_severityhigh 1
direct_affected_packages1
Matched the npm:@brightdata/mcp@2.11.1 runtime dependency closure — what installing the published package pulls in — 237 packages. Reachability is not analyzed.

AI Readiness

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.

54Moderate · 4% of overall

Agent context & guidance

48Weak
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://brightdata.com/llms.txt)
32.5/40Legible commit history — 61 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://brightdata.com/llms.txt
legible_history_share0.61
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

41Weak
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
0/11Static type checking
10/10Reproducible environment — Dockerfile, lockfile
8/10Demonstrated agent practice — 4 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configno
typecheck_configs—
agent_commit_share0.04
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

55Moderate
How it's scored
0/45Type-checkable code — JavaScript without a type-check config
55/55Manageable file sizes — 0/11 source files over 60KB
Inputs used
primary_languageJavaScript
largest_source_bytes50,918
source_files_sampled11
oversized_source_files0

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

2,614GitHub stars
18contributors
167commits, last 12 months
16days since last push
12releases
1bus factor
11open issues
npmpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 325 ⇿
0Stars
325Forks
12Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

0125250375324172025-042025-122026-08
Major 0Minor 4Patch 8

Each point covers 2 days.

OpenSSF Scorecard 3.8 / 10
3.8aggregate

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).Scorecard v5.5.0 · 2026-08-28 09:22 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests6 out of 6 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/14 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained21 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities95 existing vulnerabilities detected
Direct dependencies 7
RegistryPackageVersion constraintManifest
npm@modelcontextprotocol/sdk1.21.2package.json
npmaxios^1.11.0package.json
npmfastmcp^3.33.0package.json
npmplaywright^1.59.0package.json
npmremark^15.0.1package.json
npmstrip-markdown^6.0.0package.json
npmzod^3.24.2package.json
All dependencies 228

Full resolved dependency set from the GitHub dependency graph: 9 direct and 219 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
npm@modelcontextprotocol/sdk1.21.2direct
npm@modelcontextprotocol/sdk1.27.1direct
npmaxios1.13.2direct
npmfastmcp3.33.0direct
npmplaywright1.62.0direct
npmremark15.0.1direct
npmstrip-markdown6.0.0direct
npmzod3.25.76direct
npmzod4.3.6direct
npm@borewit/text-codec0.2.1indirect
npm@hono/node-server1.19.10indirect
npm@sec-ant/readable-stream0.4.1indirect
npm@sindresorhus/merge-streams4.0.0indirect
npm@standard-schema/spec1.0.0indirect
npm@tokenizer/inflate0.4.1indirect
npm@tokenizer/token0.3.0indirect
npm@types/debug4.1.12indirect
npm@types/mdast4.0.4indirect
npm@types/ms2.1.0indirect
npm@types/unist3.0.3indirect
npmaccepts1.3.8indirect
npmaccepts2.0.0indirect
npmajv8.17.1indirect
npmajv-formats3.0.1indirect
npmansi-regex6.2.2indirect
npmansi-styles6.2.3indirect
npmasynckit0.4.0indirect
npmbail2.0.2indirect
npmbody-parser2.2.2indirect
npmbytes3.1.2indirect
npmcall-bind-apply-helpers1.0.2indirect
npmcall-bound1.0.4indirect
npmcharacter-entities2.0.2indirect
npmcliui9.0.1indirect
npmcombined-stream1.0.8indirect
npmcontent-disposition1.0.1indirect
npmcontent-type1.0.5indirect
npmcookie0.7.2indirect
npmcookie-signature1.2.2indirect
npmcookies0.9.1indirect
npmcors2.8.5indirect
npmcross-spawn7.0.6indirect
npmdebug4.4.3indirect
npmdecode-named-character-reference1.2.0indirect
npmdeep-equal1.0.1indirect
npmdelayed-stream1.0.0indirect
npmdelegates1.0.0indirect
npmdepd1.1.2indirect
npmdepd2.0.0indirect
npmdequal2.0.3indirect
npmdestroy1.2.0indirect
npmdevlop1.1.0indirect
npmdunder-proto1.0.1indirect
npmee-first1.1.1indirect
npmemoji-regex10.6.0indirect
npmencodeurl2.0.0indirect
npmend-of-stream1.4.5indirect
npmes-define-property1.0.1indirect
npmes-errors1.3.0indirect
npmes-object-atoms1.1.1indirect
npmes-set-tostringtag2.1.0indirect
npmescalade3.2.0indirect
npmescape-html1.0.3indirect
npmetag1.8.1indirect
npmeventsource3.0.7indirect
npmeventsource-parser3.0.6indirect
npmexeca9.6.1indirect
npmexpress5.2.1indirect
npmexpress-rate-limit7.5.1indirect
npmexpress-rate-limit8.2.1indirect
npmextend3.0.2indirect
npmfast-deep-equal3.1.3indirect
npmfast-uri3.1.0indirect
npmfigures6.1.0indirect
npmfile-type21.3.0indirect
npmfinalhandler2.1.0indirect
npmfollow-redirects1.15.11indirect
npmform-data4.0.4indirect
npmforwarded0.2.0indirect
npmfresh0.5.2indirect
npmfresh2.0.0indirect
npmfsevents2.3.2indirect
npmfunction-bind1.1.2indirect
npmfuse.js7.1.0indirect
npmget-caller-file2.0.5indirect
npmget-east-asian-width1.4.0indirect
npmget-intrinsic1.3.0indirect
npmget-proto1.0.1indirect
npmget-stream9.0.1indirect
npmgopd1.2.0indirect
npmhas-symbols1.1.0indirect
npmhas-tostringtag1.0.2indirect
npmhasown2.0.2indirect
npmhono4.12.4indirect
npmhttp-assert1.5.0indirect
npmhttp-errors1.8.1indirect
npmhttp-errors2.0.0indirect
npmhuman-readable-ids1.0.4indirect
npmhuman-signals8.0.1indirect
npmiconv-lite0.7.0indirect
npmiconv-lite0.7.2indirect
npmieee7541.2.1indirect
npminherits2.0.4indirect
npmip-address10.0.1indirect
npmipaddr.js1.9.1indirect
npmis-plain-obj4.1.0indirect
npmis-promise4.0.0indirect
npmis-stream4.0.1indirect
npmis-unicode-supported2.1.0indirect
npmisexe2.0.0indirect
npmjose6.1.3indirect
npmjson-schema-traverse1.0.0indirect
npmjson-schema-typed8.0.2indirect
npmkeygrip1.1.0indirect
npmknuth-shuffle1.0.8indirect
npmkoa3.1.2indirect
npmkoa-compose4.1.0indirect
npmkoa-router14.0.0indirect
npmlongest-streak3.1.0indirect
npmmath-intrinsics1.1.0indirect
npmmcp-proxy6.4.0indirect
npmmdast-util-from-markdown2.0.2indirect
npmmdast-util-phrasing4.1.0indirect
npmmdast-util-to-markdown2.1.2indirect
npmmdast-util-to-string4.0.0indirect
npmmedia-typer1.1.0indirect
npmmerge-descriptors2.0.0indirect
npmmicromark4.0.2indirect
npmmicromark-core-commonmark2.0.3indirect
npmmicromark-factory-destination2.0.1indirect
npmmicromark-factory-label2.0.1indirect
npmmicromark-factory-space2.0.1indirect
npmmicromark-factory-title2.0.1indirect
npmmicromark-factory-whitespace2.0.1indirect
npmmicromark-util-character2.1.1indirect
npmmicromark-util-chunked2.0.1indirect
npmmicromark-util-classify-character2.0.1indirect
npmmicromark-util-combine-extensions2.0.1indirect
npmmicromark-util-decode-numeric-character-reference2.0.2indirect
npmmicromark-util-decode-string2.0.1indirect
npmmicromark-util-encode2.0.1indirect
npmmicromark-util-html-tag-name2.0.1indirect
npmmicromark-util-normalize-identifier2.0.1indirect
npmmicromark-util-resolve-all2.0.1indirect
npmmicromark-util-sanitize-uri2.0.1indirect
npmmicromark-util-subtokenize2.1.0indirect
npmmicromark-util-symbol2.0.1indirect
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npmmime-db1.52.0indirect
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npmmime-types2.1.35indirect
npmmime-types3.0.1indirect
npmms2.1.3indirect
npmnegotiator0.6.3indirect
npmnegotiator1.0.0indirect
npmnpm-run-path6.0.0indirect
npmobject-assign4.1.1indirect
npmobject-inspect1.13.4indirect
npmon-finished2.4.1indirect
npmonce1.4.0indirect
npmparse-ms4.0.0indirect
npmparseurl1.3.3indirect
npmpath-key3.1.1indirect
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npmpkce-challenge5.0.0indirect
npmplaywright-core1.62.0indirect
npmpretty-ms9.3.0indirect
npmproxy-addr2.0.7indirect
npmproxy-from-env1.1.0indirect
npmpump3.0.4indirect
npmpunycode2.3.1indirect
npmqs6.15.0indirect
npmrange-parser1.2.1indirect
npmraw-body3.0.1indirect
npmremark-parse11.0.0indirect
npmremark-stringify11.0.0indirect
npmrequire-from-string2.0.2indirect
npmrouter2.2.0indirect
npmsafer-buffer2.1.2indirect
npmsend1.2.0indirect
npmserve-static2.2.0indirect
npmsetprototypeof1.2.0indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmside-channel1.1.0indirect
npmside-channel-list1.0.0indirect
npmside-channel-map1.0.1indirect
npmside-channel-weakmap1.0.2indirect
npmsignal-exit4.1.0indirect
npmstatuses1.5.0indirect
npmstatuses2.0.1indirect
npmstatuses2.0.2indirect
npmstrict-event-emitter-types2.0.0indirect
npmstring-width7.2.0indirect
npmstrip-ansi7.1.2indirect
npmstrip-final-newline4.0.0indirect
npmstrtok310.3.4indirect
npmtldjs2.3.2indirect
npmtoidentifier1.0.1indirect
npmtoken-types6.1.2indirect
npmtrough2.2.0indirect
npmtsscmp1.0.6indirect
npmtype-is2.0.1indirect
npmuint8array-extras1.5.0indirect
npmundici7.16.0indirect
npmunicorn-magic0.3.0indirect
npmunified11.0.5indirect
npmunist-util-is6.0.1indirect
npmunist-util-stringify-position4.0.0indirect
npmunist-util-visit5.0.0indirect
npmunist-util-visit-parents6.0.2indirect
npmunpipe1.0.0indirect
npmuri-templates0.2.0indirect
npmvary1.1.2indirect
npmvfile6.0.3indirect
npmvfile-message4.0.3indirect
npmwhich2.0.2indirect
npmwrap-ansi9.0.2indirect
npmwrappy1.0.2indirect
npmxsschema0.4.0-beta.5indirect
npmy18n5.0.8indirect
npmyargs18.0.0indirect
npmyargs-parser22.0.0indirect
npmyoctocolors2.1.2indirect
npmzod-to-json-schema3.25.1indirect
npmzwitch2.0.4indirect
Dependency advisories 1

Installing npm:@brightdata/mcp@2.11.1 pulls in 237 packages, direct and transitive: 1 carry known advisories, of which 1 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
@modelcontextprotocol/sdk1.21.2directhigh31.26.0

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable

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94firecrawl/firecrawlThe context API to search, scrape, and interact with the web at scale. 🔥Exceptional94apify/apify-sdk-pythonApify SDK for Python—The official library for building Apify Actors: serverless cloud programs for web scraping, browser automation, data processing, and AI agents. Manages the Actor lifecycle, storages (datasets, key-value stores, request queues), events, proxies, and pay-per-event monetization. Built on top of the the Apify API Client.Exceptional94smart-mcp-proxy/mcpproxy-goSupercharge AI Agents, SafelyExceptional100deepset-ai/haystackOpen-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.Exceptional99awslabs/mcpOpen source MCP Servers for AWSExceptional98ComposioHQ/composioComposio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.Exceptional

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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 — npm.