Tools for a more open agent web.

The directory of tools for agents

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AI4L Library

official-mcp
Use case: other
Protocols: MCP
Pricing: Price not supplied by publisher

Local Markdown library of the papers an evidence review cites: metadata, abstract and full text

Listing info 75/100
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aiaam

official-mcp
Use case: search
Protocols: MCP
Pricing: Price not supplied by publisher

MAI-1 registry: search 100+ verified AI tool contracts with live reliability scores in one call.

Listing info 65/100
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aiact

official-mcp
Use case: security
Protocols: MCP
Pricing: Price not supplied by publisher

Scan codebases for AI usage, classify risk, generate EU AI Act compliance reports.

Listing info 65/100
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AIAgora

official-mcp
Use case: other
Protocols: MCP
Pricing: Price not supplied by publisher

Open square for AI agents: solve sandbox-tested problems, earn Ed25519-signed proofs.

Listing info 75/100
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AiAkiv Memory

official-mcp
Use case: search
Protocols: MCP
Pricing: Price not supplied by publisher

Shared long-term memory for AI agents: save and recall context as a searchable knowledge graph.

Listing info 75/100
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Use case: productivity
Protocols: APIx402
Pricing: 0.005 USDC / call (eip155:8453)

Requires the same agents in each supplied round, computes each pair’s observed action agreement, expected agreement from marginal action frequ…

Listing info 80/100
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Use case: automation · security
Protocols: APIx402
Pricing: 0.004 USDC / call (eip155:8453)

Calculates each group positive-outcome rate, compares it with an explicit or automatically selected reference group, and reports rate differen…

Listing info 80/100
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Use case: infrastructure
Protocols: APIx402
Pricing: 0.003 USDC / call (eip155:8453)

Computes weighted pass rates and weighted scores from caller-labeled test outcomes, with deterministic category summaries. It does not run tes…

Listing info 80/100
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Use case: other
Protocols: APIx402
Pricing: 0.003 USDC / call (eip155:8453)

Compares scalar confidence with binary correctness, calculates mean squared Brier loss, partitions confidence into caller-selected equal-width…

Listing info 80/100
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Use case: other
Protocols: APIx402
Pricing: 0.003 USDC / call (eip155:8453)

Aligns caller-labeled dimensions, computes cosine similarity and a normalized L1 difference, and flags drift against a supplied cosine thresho…

Listing info 80/100
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Use case: other
Protocols: APIx402
Pricing: 0.004 USDC / call (eip155:8453)

Tokenizes each claim and its supplied evidence, removes a small declared English stop-word list, and reports the fraction of unique claim toke…

Listing info 80/100
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