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The real catalog of tools for AI agents

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44,737real tools

29,284callable over HTTPS

19,874measured

6,054proven reliable

ua71080490010015879 Reliable (measured) · 100% over 11 checks

Черкаси territorial MCP, Ukraine. KATOTTG UA71080490010015879. Administrative hierarchy.

MCP endpoint : https://community.ukrdigital.org/mcp/UA71080490010015879/mcp · measurements and details

Crela Reliable (measured) · 100% over 42 checks Does the job (tested) · 42/42

Search the Crela software marketplace and publish, update and review your software from your agent.

MCP endpoint : https://crela.io/mcp · website · measurements and details

firmware-release-gate Not measured yet

Finds the build-config lines that ship an ESP-IDF or Zephyr device with secure boot off, a debug por

Package npm : @readystack/firmware-release-gate · website · measurements and details

firmware-attestation-mcp Not measured yet

Firmware Attestation MCP — hardware trust layer for sovereign AI. Scan firmware, check

Package pypi : firmware-attestation-mcp · website · measurements and details

Bug Bounty Programs Being measured · 50% over 2 checks Real task being tested · 1/1

bug-bounty-programs

MCP endpoint : https://gateway.pipeworx.io/bug-bounty-programs/mcp · website · measurements and details

J-Link MCP Not measured yet

Debug embedded firmware on real hardware: J-Link probes, Cortex-M faults, RTT logs, GDB.

Package npm : jlink-mcp · website · measurements and details

Santurce Software Reliable (measured) · 100% over 3 checks Does the job (tested) · 3/3

Explore software engineering services and submit authorized project inquiries.

MCP endpoint : https://santurcesoftware.com/mcp · website · measurements and details

programming identifier charset, value discarded Not measured yet

programming identifier charset, value discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/ident-ok/mcp · website · measurements and details

Agentic HIL Not measured yet

Develop firmware on the real board behind a debug probe: flash, reset, UART and CAN, policy-gated.

Package pypi : agentic-hil · website · measurements and details

Latina Dev Reliable (measured) · 100% over 19 checks Does the job (tested) · 19/19

Search a directory of Latina software engineers, plus communities, programs and job boards for them.

MCP endpoint : https://latina.dev/mcp · website · measurements and details

STM32 GDB Debugger Not measured yet

Debug STM32 firmware on real hardware via GDB + OpenOCD/ST-Link/J-Link with decoded results.

Package pypi : stm32-gdb-mcp · website · measurements and details

RetrainMap ETP programs (U.S. DOL Training Provider Results) Private (key required)

Apify MCP: retrainmap/etp-programs - 70,000+ U.S. WIOA training programs, DOL outcomes and costs

MCP endpoint : https://mcp.apify.com/?tools=retrainmap/etp-programs · website · measurements and details

weapp-agent-mcp Not measured yet

Agent-first MCP server for WeChat Mini Program debugging & automation via WeChat DevTools.

Package npm : @chaixueyuan/weapp-agent-mcp · website · measurements and details

affterms — affiliate program terms Flaky · 90% over 10 checks Does the job (tested) · 9/9

Sourced, dated affiliate program terms for dev and SaaS tools: commission, cookie, payout.

MCP endpoint : https://affiliateprogramterms.com/mcp · website · measurements and details

AIBuilder Marketplace: software pricing dossiers Reliable (measured) · 100% over 19 checks Does the job (tested) · 19/19

Dated plan prices, cost traps with evidence and hands-on results for 540 business-software tools.

MCP endpoint : https://api.aibuildermarketplace.com/mcp · website · measurements and details

dev.to Developer Blogs & Programming Tutorials — buy per-query (devtowatch) Being measured · 50% over 2 checks Real task being tested · 1/1

dev.to developer blog & tutorial feed. $0.01/query. Register in-session — free testnet funds.

MCP endpoint : https://a2awire.com/mcp/data/devtowatch-dev-to-developer-blog-tutorial-firehose-11f3ce/http · website · measurements and details

Unleashed Software MCP by usefulapi Reliable (measured) · 100% over 3 checks

Check products, stock on hand, customers, orders, invoices and quotes, and create records.

MCP endpoint : https://unleashed-software.usefulapi.io/mcp · website · measurements and details

ToolScout Software Recommendation Being measured · 0% over 1 checks

Deterministic ToolScout software recommendations; affiliate relationships do not affect ranking.

MCP endpoint : https://trytoolscout.org/mcp · website · measurements and details

Software Prices France Flaky · 86% over 7 checks Does the job (tested) · 6/6

Read-only French software project prices: public contracts (DECP) and verified private figures.

MCP endpoint : https://mcp.jaikin.eu/mcp · website · measurements and details

Solapur Software Developers Registry Being measured · 0% over 1 checks

Public read-only MCP HTTP gateway for the Solapur software developers registry.

MCP endpoint : https://solapursoftwaredevelopers.dominal.in/api/mcp · website · measurements and details

AI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt

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